Beetles mega-analysis

This is a notebook, updated after the degrees of freedom crisis of May 7-9, 2018, aimed at doing a first-pass analysis of all Beetles data to-date in the same notebook.

All 23 capacities

US Adults: MTurk pilot

Maximal structure, oblimin rotation

Loading required namespace: GPArotation
convergence not obtained in GPFoblq. 1000 iterations used. A loading greater than abs(1) was detected.  Examine the loadings carefully.Joining, by = "factor"

4 factors, oblimin rotation

Joining, by = "factor"

Reduced structure, oblimin rotation

Following our usual protocol (eigenvalue > 1, shared variance explained > 5%, dominant for \(\geq\) 1 capacity after rotation) suggests retaining 3 factors:

Joining, by = "factor"

Alternative factor retention methods

Parallel analysis suggests retaining 3 factors: See 3-factor solution, above.

Minimizing BIC suggests retaining 3 factors: See 3-factor solution, above.

Clustering within reduced factor space

Attributions to characters

Joining, by = "subid"
Column `subid` joining character vector and factor, coercing into character vector

US Adults: not yet run

US Children: not yet run

GH Adults: not yet run

GH Children (English)

Maximal structure, oblimin rotation

 A loading greater than abs(1) was detected.  Examine the loadings carefully.Joining, by = "factor"

4 factors, oblimin rotation

Joining, by = "factor"

Reduced structure, oblimin rotation

Following our usual protocol (eigenvalue > 1, shared variance explained > 5%, dominant for \(\geq\) 1 capacity after rotation) suggests retaining 3 factors:

Joining, by = "factor"

Alternative factor retention methods

Parallel analysis suggests retaining 3 factors: See 3-factor solution, above.

Minimizing BIC suggests retaining 2 factors:

Joining, by = "factor"

Clustering within reduced factor space

Attributions to characters

Joining, by = "subid"
Column `subid` joining character vector and factor, coercing into character vector

GH Children (Fante)

Maximal structure, oblimin rotation

convergence not obtained in GPFoblq. 1000 iterations used. A loading greater than abs(1) was detected.  Examine the loadings carefully.Joining, by = "factor"

4 factors, oblimin rotation

Joining, by = "factor"

Reduced structure, oblimin rotation

Following our usual protocol (eigenvalue > 1, shared variance explained > 5%, dominant for \(\geq\) 1 capacity after rotation) suggests retaining 3 factors:

Joining, by = "factor"

Alternative factor retention methods

Parallel analysis suggests retaining 3 factors: See 3-factor solution, above.

Minimizing BIC suggests retaining 2 factors: See 3-factor solution, above.

Clustering within reduced factor space

Attributions to characters

Joining, by = "subid"
Column `subid` joining character vector and factor, coercing into character vector

TH Adults

Maximal structure, oblimin rotation

 A loading greater than abs(1) was detected.  Examine the loadings carefully.Joining, by = "factor"

4 factors, oblimin rotation

Joining, by = "factor"

Reduced structure, oblimin rotation

Following our usual protocol (eigenvalue > 1, shared variance explained > 5%, dominant for \(\geq\) 1 capacity after rotation) suggests retaining 4 factors:

Joining, by = "factor"

Alternative factor retention methods

Parallel analysis suggests retaining 4 factors: See 4-factor solution, above.

Minimizing BIC suggests retaining 2 factors:

Joining, by = "factor"

Clustering within reduced factor space

Attributions to characters

Joining, by = "subid"
Column `subid` joining character vector and factor, coercing into character vector

TH Children

Maximal structure, oblimin rotation

 A loading greater than abs(1) was detected.  Examine the loadings carefully.Joining, by = "factor"

4 factors, oblimin rotation

Joining, by = "factor"

Reduced structure, oblimin rotation

Following our usual protocol (eigenvalue > 1, shared variance explained > 5%, dominant for \(\geq\) 1 capacity after rotation) suggests retaining 4 factors:

Joining, by = "factor"

Alternative factor retention methods

Parallel analysis suggests retaining 4 factors: See 4-factor solution, above.

Minimizing BIC suggests retaining 3 factors:

Joining, by = "factor"

Clustering within reduced factor space

Attributions to characters

Joining, by = "subid"
Column `subid` joining character vector and factor, coercing into character vector

CH Adults: not yet run

CH Children: not yet run

VT Adults

Maximal structure, oblimin rotation

convergence not obtained in GPFoblq. 1000 iterations used. A loading greater than abs(1) was detected.  Examine the loadings carefully.Joining, by = "factor"

4 factors, oblimin rotation

Joining, by = "factor"

Reduced structure, oblimin rotation

Following our usual protocol (eigenvalue > 1, shared variance explained > 5%, dominant for \(\geq\) 1 capacity after rotation) suggests retaining 3 factors:

Joining, by = "factor"

Alternative factor retention methods

Parallel analysis suggests retaining 3 factors: See 3-factor solution, above.

Minimizing BIC suggests retaining 3 factors: See 3-factor solution, above.

Clustering within reduced factor space

Attributions to characters

Joining, by = "subid"
Column `subid` joining character vector and factor, coercing into character vector

VT Children

Maximal structure, oblimin rotation

convergence not obtained in GPFoblq. 1000 iterations used. A loading greater than abs(1) was detected.  Examine the loadings carefully.Joining, by = "factor"

4 factors, oblimin rotation

Joining, by = "factor"

Reduced structure, oblimin rotation

Following our usual protocol (eigenvalue > 1, shared variance explained > 5%, dominant for \(\geq\) 1 capacity after rotation) suggests retaining 3 factors:

Joining, by = "factor"

Alternative factor retention methods

Parallel analysis suggests retaining 3 factors: See 3-factor solution, above.

Minimizing BIC suggests retaining 2 factors:

Joining, by = "factor"

Clustering within reduced factor space

Attributions to characters

Joining, by = "subid"
Column `subid` joining character vector and factor, coercing into character vector

Congruence across sites and age groups

Master EFA

Joining, by = "factor"

Joining, by = "factor"

Joining, by = "factor"

Excluding “add and subtract numbers”

US Adults: MTurk pilot

Maximal structure, oblimin rotation

convergence not obtained in GPFoblq. 1000 iterations used. A loading greater than abs(1) was detected.  Examine the loadings carefully.Joining, by = "factor"

4 factors, oblimin rotation

Joining, by = "factor"

Reduced structure, oblimin rotation

Following our usual protocol (eigenvalue > 1, shared variance explained > 5%, dominant for \(\geq\) 1 capacity after rotation) suggests retaining 3 factors:

Joining, by = "factor"

Alternative factor retention methods

Parallel analysis suggests retaining 3 factors: See 3-factor solution, above.

Minimizing BIC suggests retaining 3 factors: See 3-factor solution, above.

Clustering within reduced factor space

Attributions to characters

Joining, by = "subid"
Column `subid` joining character vector and factor, coercing into character vector

US Adults: not yet run

US Children: not yet run

GH Adults: not yet run

GH Children (English)

Maximal structure, oblimin rotation

 A loading greater than abs(1) was detected.  Examine the loadings carefully.Joining, by = "factor"

4 factors, oblimin rotation

Joining, by = "factor"

Reduced structure, oblimin rotation

Following our usual protocol (eigenvalue > 1, shared variance explained > 5%, dominant for \(\geq\) 1 capacity after rotation) suggests retaining 2 factors:

Joining, by = "factor"

Alternative factor retention methods

Parallel analysis suggests retaining 2 factors: See 2-factor solution, above.

Minimizing BIC suggests retaining 2 factors: See 2-factor solution, above.

Clustering within reduced factor space

Attributions to characters

Joining, by = "subid"
Column `subid` joining character vector and factor, coercing into character vector

GH Children (Fante)

Maximal structure, oblimin rotation

convergence not obtained in GPFoblq. 1000 iterations used. A loading greater than abs(1) was detected.  Examine the loadings carefully.Joining, by = "factor"

4 factors, oblimin rotation

Joining, by = "factor"

Reduced structure, oblimin rotation

Following our usual protocol (eigenvalue > 1, shared variance explained > 5%, dominant for \(\geq\) 1 capacity after rotation) suggests retaining 3 factors:

Joining, by = "factor"

Alternative factor retention methods

Parallel analysis suggests retaining 2 factors: See 3-factor solution, above.

Minimizing BIC suggests retaining 2 factors:

Joining, by = "factor"

Clustering within reduced factor space

Attributions to characters

Joining, by = "subid"
Column `subid` joining character vector and factor, coercing into character vector

TH Adults

Maximal structure, oblimin rotation

Joining, by = "factor"

4 factors, oblimin rotation

Joining, by = "factor"

Reduced structure, oblimin rotation

Following our usual protocol (eigenvalue > 1, shared variance explained > 5%, dominant for \(\geq\) 1 capacity after rotation) suggests retaining 3 factors:

Joining, by = "factor"

Alternative factor retention methods

Parallel analysis suggests retaining 3 factors: See 3-factor solution, above.

Minimizing BIC suggests retaining 2 factors:

Joining, by = "factor"

Clustering within reduced factor space

Attributions to characters

Joining, by = "subid"
Column `subid` joining character vector and factor, coercing into character vector

TH Children

Maximal structure, oblimin rotation

 A loading greater than abs(1) was detected.  Examine the loadings carefully.Joining, by = "factor"

4 factors, oblimin rotation

Joining, by = "factor"

Reduced structure, oblimin rotation

Following our usual protocol (eigenvalue > 1, shared variance explained > 5%, dominant for \(\geq\) 1 capacity after rotation) suggests retaining 4 factors:

Joining, by = "factor"

Alternative factor retention methods

Parallel analysis suggests retaining 4 factors: See 4-factor solution, above.

Minimizing BIC suggests retaining 3 factors:

Joining, by = "factor"

Clustering within reduced factor space

Attributions to characters

Joining, by = "subid"
Column `subid` joining character vector and factor, coercing into character vector

CH Adults: not yet run

CH Children: not yet run

VT Adults

Maximal structure, oblimin rotation

convergence not obtained in GPFoblq. 1000 iterations used. A loading greater than abs(1) was detected.  Examine the loadings carefully.Joining, by = "factor"

4 factors, oblimin rotation

Joining, by = "factor"

Reduced structure, oblimin rotation

Following our usual protocol (eigenvalue > 1, shared variance explained > 5%, dominant for \(\geq\) 1 capacity after rotation) suggests retaining 2 factors:

Joining, by = "factor"

Alternative factor retention methods

Parallel analysis suggests retaining 3 factors:

Joining, by = "factor"

Minimizing BIC suggests retaining 2 factors: See 2-factor solution, above.

Clustering within reduced factor space

Attributions to characters

Joining, by = "subid"
Column `subid` joining character vector and factor, coercing into character vector

VT Children

Maximal structure, oblimin rotation

 A loading greater than abs(1) was detected.  Examine the loadings carefully.Joining, by = "factor"

4 factors, oblimin rotation

Joining, by = "factor"

Reduced structure, oblimin rotation

Following our usual protocol (eigenvalue > 1, shared variance explained > 5%, dominant for \(\geq\) 1 capacity after rotation) suggests retaining 3 factors:

Joining, by = "factor"

Alternative factor retention methods

Parallel analysis suggests retaining 3 factors: See 3-factor solution, above.

Minimizing BIC suggests retaining 2 factors:

Joining, by = "factor"

Clustering within reduced factor space

Attributions to characters

Joining, by = "subid"
Column `subid` joining character vector and factor, coercing into character vector

Congruence across sites and age groups

Master EFA

Joining, by = "factor"

Joining, by = "factor"

Joining, by = "factor"

Attributions to characters

Joining, by = c("subid", "character")
Column `subid` joining factor and character vector, coercing into character vectorJoining, by = c("subid", "character")
Joining, by = c("subid", "character")
Joining, by = c("subid", "character")
Joining, by = c("subid", "character")
Column `character` joining factors with different levels, coercing to character vectorJoining, by = c("subid", "character")
Column `character` joining character vector and factor, coercing into character vector

Joining, by = "subid"

Demographics